README.md

Tropical ProbaAI 2024

Welcome to the central repository for the Tropical Probabilistic AI 2024 School! For quick reference check the program.

OBS: The repository will have updates over coming days before and during the school week, some links might be broken, etc.

Day 1

• Setup and Introduction to Probabilistic Programming: Code Slides Colab

Day 2

• Variational Inference Part 1:
  • Slides
  • Code
    • studens_simple_model.ipynb COLAB SOLUTIONS COLAB
    • CAVI-linreg.ipynb COLAB
• Variational Inference Part 2:
  • Slides
  • Code
    • BayesianNeuralNetworks.ipynb COLAB
    • students-BBVI.ipynb COLAB SOLUTION COLAB
    • students-VAE.ipynb COLAB SOLUTION COLAB

Day 3

• Deep Generative Models
  • Part 1 Slides
  • Part 2 Slides
  • Code
    • Google Drive with notebooks
    • Conditional GANS COLAB
    • Conditional GANS Gabarito COLAB
    • Cyclegan COLAB
    • MNIST Omniglot COLAB
    • MAE Visualize COLAB
    • MAE VIT COLAB
    • Stable diffusion COLAB
    • Tiny Nerf COLAB
    • VAE COLAB
• Representation Learning and Self-Supervised Learning
  • Slides
  • Code
    • Code assignment COLAB
    • Representation learning and Self supervised learning COLAB

Day 4

• Probabilistic Programming 1
  • Slides available soon
• Probabilistic Programming 2
  • Slides available soon
  • Getting involved with the MIT Probabilistic Computing Project
  • Code
    • llampl tutorial COLAB

Day 5

• Causal Probabilistic Programming
• Causal Inference